{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import sys\n",
    "import os.path as osp\n",
    "import pandas as pd\n",
    "import scipy.misc\n",
    "import PIL\n",
    "import io\n",
    "importrt sys\n",
    "%matplotlib inline\n",
    "\n",
    "import dicom\n",
    "\n",
    "prefix = '/home/d/data/wanda_data'\n",
    "dcm_folder = prefix + '/眼底照片_万达徐汇/徐汇区/'\n",
    "tmp_store_folder = prefix + '/dcm_tmp/'\n",
    "jpg_store = prefix + '/jpg_tmp/'\n",
    "files = os.listdir(dcm_folder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1152\n",
      "1 / 58368\r"
     ]
    }
   ],
   "source": [
    "for index, file in enumerate(files):\n",
    "    if file.upper().endswith('.JPG'):\n",
    "        continue\n",
    "    source_file = dcm_folder+file\n",
    "    target_file = tmp_store_folder+file\n",
    "    cmd = 'dcmdjpeg ' + source_file + ' ' + target_file\n",
    "    if os.system(cmd) != 0:\n",
    "        print(\"ERROR \", cmd)\n",
    "    dcmfile = dicom.read_file(target_file)\n",
    "    print(dcmfile.Rows)\n",
    "    img = PIL.Image.frombytes('RGB',(dcmfile.Columns,dcmfile.Rows),dcmfile.PixelData)\n",
    "    img.save(jpg_store + file[:-3]+'jpg')\n",
    "    print(index, '/',len(files), end='\\r')\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['20170623_1263_刘建民_0959589231_L.jpg',\n",
       " '20170510_145_于福东_1532317535_L.dcm',\n",
       " '20170511_491_汪淑珍_1538065856_L.dcm',\n",
       " '20170601_109_刘敬修_1403453691_R.dcm',\n",
       " '20170421_32_吴金海_1108069221_L.dcm',\n",
       " '20170424_138_原瑞果_1350275317_R.dcm',\n",
       " '20170607_360_张月蓉_1025138219_R.dcm',\n",
       " '20170531_11_徐根兄_1021298074_R.dcm',\n",
       " '20170511_385_袁丽丹_0928230718_R.dcm',\n",
       " '20170424_157_孙慧娟_1505296352_R.dcm']"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "plan = dicom.read_file(\"/home/d/tmp/test2.dcm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0002, 0000) File Meta Information Group Length  UL: 204\n",
      "(0002, 0001) File Meta Information Version       OB: b'\\x00\\x01'\n",
      "(0002, 0002) Media Storage SOP Class UID         UI: Secondary Capture Image Storage\n",
      "(0002, 0003) Media Storage SOP Instance UID      UI: 2.25.328035963070684631764673022052284671740\n",
      "(0002, 0010) Transfer Syntax UID                 UI: Explicit VR Little Endian\n",
      "(0002, 0012) Implementation Class UID            UI: 1.2.276.0.7230010.3.0.3.6.1\n",
      "(0002, 0013) Implementation Version Name         SH: 'OFFIS_DCMTK_361'\n",
      "(0002, 0016) Source Application Entity Title     AE: 'STORESCU'\n",
      "<bound method Dataset.decode of (0008, 0005) Specific Character Set              CS: 'ISO_IR 192'\n",
      "(0008, 0012) Instance Creation Date              DA: '20170602'\n",
      "(0008, 0013) Instance Creation Time              TM: '082755.924'\n",
      "(0008, 0016) SOP Class UID                       UI: Secondary Capture Image Storage\n",
      "(0008, 0018) SOP Instance UID                    UI: 2.25.328035963070684631764673022052284671740\n",
      "(0008, 0020) Study Date                          DA: ''\n",
      "(0008, 0021) Series Date                         DA: '2017/06/02 08:27'\n",
      "(0008, 0030) Study Time                          TM: ''\n",
      "(0008, 0031) Series Time                         TM: ''\n",
      "(0008, 0050) Accession Number                    SH: '691'\n",
      "(0008, 0060) Modality                            CS: 'OT'\n",
      "(0008, 0070) Manufacturer                        LO: 'OPTOMED'\n",
      "(0008, 0080) Institution Name                    LO: ''\n",
      "(0008, 1030) Study Description                   LO: ''\n",
      "(0008, 103e) Series Description                  LO: ''\n",
      "(0008, 1090) Manufacturer's Model Name           LO: ''\n",
      "(0010, 0010) Patient's Name                      PN: 'TIAN HE AI'\n",
      "(0010, 0020) Patient ID                          LO: '684'\n",
      "(0010, 0030) Patient's Birth Date                DA: '1935/1/5 0:00:00'\n",
      "(0010, 0040) Patient's Sex                       CS: 'M'\n",
      "(0010, 1001) Other Patient Names                 PN: ''\n",
      "(0010, 1010) Patient's Age                       AS: '82'\n",
      "(0020, 000d) Study Instance UID                  UI: 2.25.55657136662001886748835662086795015843\n",
      "(0020, 000e) Series Instance UID                 UI: 2.25.268826915991710359842144588790299355635\n",
      "(0020, 0010) Study ID                            SH: ''\n",
      "(0020, 0011) Series Number                       IS: ''\n",
      "(0020, 0013) Instance Number                     IS: ''\n",
      "(0020, 0060) Laterality                          CS: 'L'\n",
      "(0021, 0010) Private Creator                     SH: '40.0'\n",
      "(0021, 0011) Private Creator                     SH: '1:1'\n",
      "(0028, 0002) Samples per Pixel                   US: 3\n",
      "(0028, 0004) Photometric Interpretation          CS: 'RGB'\n",
      "(0028, 0006) Planar Configuration                US: 0\n",
      "(0028, 0010) Rows                                US: 1152\n",
      "(0028, 0011) Columns                             US: 1536\n",
      "(0028, 0100) Bits Allocated                      US: 8\n",
      "(0028, 0101) Bits Stored                         US: 8\n",
      "(0028, 0102) High Bit                            US: 7\n",
      "(0028, 0103) Pixel Representation                US: 0\n",
      "(7fe0, 0010) Pixel Data                          OW: Array of 5308416 bytes>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "5308416"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(plan.file_meta)\n",
    "x = plan.PixelData\n",
    "print(plan.decode)\n",
    "len(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('/home/d/tmp/tmp1.jpg','wb') as f:\n",
    "    f.write(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = PIL.Image.frombytes('RGB',(1536,1152),x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb3e0acd160>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+bhAVa4McCzCQWDA3eggMO3bH22UlpcSGkQPkeeK2P1JX41IrIyYEQ+mcSqH3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb3e1e3fc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1', 'CMYK', 'F', 'HSV', 'I', 'L', 'LAB', 'P', 'RGB', 'RGBA', 'RGBX', 'YCbCr']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PIL.Image.MODES"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
